We have one horrible disjuncture, between layers 6 → 2. I have one more hypothesis: A little bit of fine-tuning on those two layers is all we really need. Fine-tuned RYS models dominate the Leaderboard. I suspect this junction is exactly what the fine-tuning fixes. And there’s a great reason to do this: this method does not use extra VRAM! For all these experiments, I duplicated layers via pointers; the layers are repeated without using more GPU memory. Of course, we do need more compute and more KV cache, but that’s a small price to pay for a verifiably better model. We can just ‘fix’ an actual copies of layers 2 and 6, and repeat layers 3-4-5 as virtual copies. If we fine-tune all layer, we turn virtual copies into real copies, and use up more VRAM.
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后来我理解，他们赶稿子，也是在追赶时间。他们回国后，赶上三年困难时期，后来下乡受过很多苦，被耽误了不止10年。在学校分配的两间小平房里，父母合作完成了《欧洲绘画史》，母亲还独自撰写了《俄罗斯苏联美术史》《俄国巡回展览画派》和《俄罗斯美术史》，为中国的世界美术史研究填补了关键空白。她的学术成就获得了俄罗斯最高艺术机构的认可。1995年，母亲荣获俄罗斯艺术科学院首次授予中国学者的“学术成果及文化交流贡献奖”。我还记得颁奖典礼上，当母亲在台上用流利的俄语致答谢辞时，坐在我旁边的一位女士悄声议论，说我母亲看上去很年轻，保养得真好。其实我知道，母亲生活极其朴素，没有什么化妆品，她保持年轻的最好方式，就是对自己专业的热爱。她一直很纯真地做自己喜欢的事。1999年，她又荣获俄罗斯联邦普希金奖章，被聘为列宾美术学院名誉教授。
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Laura CressTechnology reporter。业内人士推荐新收录的资料作为进阶阅读
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